diff --git a/pkgs/development/python-modules/pytorch/bin.nix b/pkgs/development/python-modules/pytorch/bin.nix
index df3e5da4c5a..24533a08e47 100644
--- a/pkgs/development/python-modules/pytorch/bin.nix
+++ b/pkgs/development/python-modules/pytorch/bin.nix
@@ -4,6 +4,7 @@
 , isPy37
 , isPy38
 , isPy39
+, isPy310
 , python
 , addOpenGLRunpath
 , future
@@ -19,7 +20,7 @@ let
   pyVerNoDot = builtins.replaceStrings [ "." ] [ "" ] python.pythonVersion;
   srcs = import ./binary-hashes.nix version;
   unsupported = throw "Unsupported system";
-  version = "1.10.0";
+  version = "1.11.0";
 in buildPythonPackage {
   inherit version;
 
@@ -28,7 +29,7 @@ in buildPythonPackage {
 
   format = "wheel";
 
-  disabled = !(isPy37 || isPy38 || isPy39);
+  disabled = !(isPy37 || isPy38 || isPy39 || isPy310);
 
   src = fetchurl srcs."${stdenv.system}-${pyVerNoDot}" or unsupported;
 
diff --git a/pkgs/development/python-modules/pytorch/binary-hashes.nix b/pkgs/development/python-modules/pytorch/binary-hashes.nix
index 61f1e59d09e..945af484a4a 100644
--- a/pkgs/development/python-modules/pytorch/binary-hashes.nix
+++ b/pkgs/development/python-modules/pytorch/binary-hashes.nix
@@ -6,46 +6,61 @@
 # To add a new version, run "prefetch.sh 'new-version'" to paste the generated file as follows.
 
 version : builtins.getAttr version {
-  "1.10.0" = {
+  "1.11.0" = {
     x86_64-linux-37 = {
-      name = "torch-1.10.0-cp37-cp37m-linux_x86_64.whl";
-      url = "https://download.pytorch.org/whl/cu113/torch-1.10.0%2Bcu113-cp37-cp37m-linux_x86_64.whl";
-      hash = "sha256-KpDbklee2HXSqgrWr1U1nj8EJqUjBWp7SbACw8xtKtg=";
+      name = "torch-1.11.0-cp37-cp37m-linux_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cu113/torch-1.11.0%2Bcu113-cp37-cp37m-linux_x86_64.whl";
+      hash = "sha256-9WMzRw2uo8lweLN2B+ADXMz3L8XDb9hFRuGkuNmUTys=";
     };
     x86_64-linux-38 = {
-      name = "torch-1.10.0-cp38-cp38-linux_x86_64.whl";
-      url = "https://download.pytorch.org/whl/cu113/torch-1.10.0%2Bcu113-cp38-cp38-linux_x86_64.whl";
-      hash = "sha256-zM3cMriUG9A+3in/ChzOLytRETpe4ju4uXkxasIRQYM=";
+      name = "torch-1.11.0-cp38-cp38-linux_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cu113/torch-1.11.0%2Bcu113-cp38-cp38-linux_x86_64.whl";
+      hash = "sha256-tqeZvbbuPZFOXmK920J21KECSMGvTy0hdzjl+e4nSFs=";
     };
     x86_64-linux-39 = {
-      name = "torch-1.10.0-cp39-cp39-linux_x86_64.whl";
-      url = "https://download.pytorch.org/whl/cu113/torch-1.10.0%2Bcu113-cp39-cp39-linux_x86_64.whl";
-      hash = "sha256-w8UJDh4b5cgDu7ZSvDoKzNH4hiXEyRfvpycNOg+wJOg=";
+      name = "torch-1.11.0-cp39-cp39-linux_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cu113/torch-1.11.0%2Bcu113-cp39-cp39-linux_x86_64.whl";
+      hash = "sha256-6RJrCl2VcEvuQKnQ7xy9gtjceGPkY4o3a+9wLf1lk3A=";
+    };
+    x86_64-linux-310 = {
+      name = "torch-1.11.0-cp310-cp310-linux_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cu113/torch-1.11.0%2Bcu113-cp310-cp310-linux_x86_64.whl";
+      hash = "sha256-powzZXpUYTHrm8ROKpjS+nBKr66GFGCwUbgoE4Usy0Q=";
     };
     x86_64-darwin-37 = {
-      name = "torch-1.10.0-cp37-none-macosx_10_9_x86_64.whl";
-      url = "https://download.pytorch.org/whl/cpu/torch-1.10.0-cp37-none-macosx_10_9_x86_64.whl";
-      hash = "sha256-RJkFVUcIfX736KdU8JwsTxRwKXrj5UkDY9umbHVQGyE=";
+      name = "torch-1.11.0-cp37-none-macosx_10_9_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-1.11.0-cp37-none-macosx_10_9_x86_64.whl";
+      hash = "sha256-aGCx0b8LsLZ6a9R/haDkyCW1GO6hO11hAZmdu8vVvAw=";
     };
     x86_64-darwin-38 = {
-      name = "torch-1.10.0-cp38-none-macosx_10_9_x86_64.whl";
-      url = "https://download.pytorch.org/whl/cpu/torch-1.10.0-cp38-none-macosx_10_9_x86_64.whl";
-      hash = "sha256-rvevti6bF0tODl4eSkLjurO4SQpmjWZvYvfUUXVZ+/I=";
+      name = "torch-1.11.0-cp38-none-macosx_10_9_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-1.11.0-cp38-none-macosx_10_9_x86_64.whl";
+      hash = "sha256-DMyFzQYiej7fgJ4seV/Vdiw9Too4tcn3RMbnz4QTYbs=";
     };
     x86_64-darwin-39 = {
-      name = "torch-1.10.0-cp39-none-macosx_10_9_x86_64.whl";
-      url = "https://download.pytorch.org/whl/cpu/torch-1.10.0-cp39-none-macosx_10_9_x86_64.whl";
-      hash = "sha256-1u+HRwtE35lw6EVCVH1bp3ILuJYWYCRB31VaObEk4rw=";
+      name = "torch-1.11.0-cp39-none-macosx_10_9_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-1.11.0-cp39-none-macosx_10_9_x86_64.whl";
+      hash = "sha256-UP2b+FxXjIccKPHLCs6d/GAkQBx/OZsXT7DzcImfRFQ=";
+    };
+    x86_64-darwin-310 = {
+      name = "torch-1.11.0-cp310-none-macosx_10_9_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-1.11.0-cp39-none-macosx_10_9_x86_64.whl";
+      hash = "sha256-UP2b+FxXjIccKPHLCs6d/GAkQBx/OZsXT7DzcImfRFQ=";
     };
     aarch64-darwin-38 = {
-      name = "torch-1.10.0-cp38-none-macosx_11_0_arm64.whl";
-      url = "https://download.pytorch.org/whl/cpu/torch-1.10.0-cp38-none-macosx_11_0_arm64.whl";
-      hash = "sha256-1hhYJ7KFeAZTzdgdd6Cf3KdqWxkNWYbVUr4qXEQs+qQ=";
+      name = "torch-1.11.0-cp38-none-macosx_11_0_arm64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-1.11.0-cp38-none-macosx_11_0_arm64.whl";
+      hash = "sha256-wVVOSddPGyw+cgLXcFa6LddGVDdYW6xkBitYD3FKROk=";
     };
     aarch64-darwin-39 = {
-      name = "torch-1.10.0-cp39-none-macosx_11_0_arm64.whl";
-      url = "https://download.pytorch.org/whl/cpu/torch-1.10.0-cp39-none-macosx_11_0_arm64.whl";
-      hash = "sha256-7qZ17AHsS0oGVf0phPFmpco7kz2uatTrTlLrpwJtwXY=";
+      name = "torch-1.11.0-cp39-none-macosx_11_0_arm64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-1.11.0-cp39-none-macosx_11_0_arm64.whl";
+      hash = "sha256-DkivZq11Xw+cXyZkAopBT1fEnWrcN+d+Bv4ABNpO22E=";
+    };
+    aarch64-darwin-310 = {
+      name = "torch-1.11.0-cp310-none-macosx_11_0_arm64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torch-1.11.0-cp39-none-macosx_11_0_arm64.whl";
+      hash = "sha256-DkivZq11Xw+cXyZkAopBT1fEnWrcN+d+Bv4ABNpO22E=";
     };
   };
 }
diff --git a/pkgs/development/python-modules/pytorch/prefetch.sh b/pkgs/development/python-modules/pytorch/prefetch.sh
index debf26bfa20..31aae438dc5 100755
--- a/pkgs/development/python-modules/pytorch/prefetch.sh
+++ b/pkgs/development/python-modules/pytorch/prefetch.sh
@@ -5,12 +5,21 @@ set -eou pipefail
 
 version=$1
 
-bucket="https://download.pytorch.org/whl/cu113"
+linux_bucket="https://download.pytorch.org/whl/cu113"
+darwin_bucket="https://download.pytorch.org/whl/cpu"
 
 url_and_key_list=(
-  "x86_64-linux-37 $bucket/torch-${version}%2Bcu113-cp37-cp37m-linux_x86_64.whl torch-${version}-cp37-cp37m-linux_x86_64.whl"
-  "x86_64-linux-38 $bucket/torch-${version}%2Bcu113-cp38-cp38-linux_x86_64.whl torch-${version}-cp38-cp38-linux_x86_64.whl"
-  "x86_64-linux-39 $bucket/torch-${version}%2Bcu113-cp39-cp39-linux_x86_64.whl torch-${version}-cp39-cp39-linux_x86_64.whl"
+  "x86_64-linux-37 $linux_bucket/torch-${version}%2Bcu113-cp37-cp37m-linux_x86_64.whl torch-${version}-cp37-cp37m-linux_x86_64.whl"
+  "x86_64-linux-38 $linux_bucket/torch-${version}%2Bcu113-cp38-cp38-linux_x86_64.whl torch-${version}-cp38-cp38-linux_x86_64.whl"
+  "x86_64-linux-39 $linux_bucket/torch-${version}%2Bcu113-cp39-cp39-linux_x86_64.whl torch-${version}-cp39-cp39-linux_x86_64.whl"
+  "x86_64-linux-310 $linux_bucket/torch-${version}%2Bcu113-cp310-cp310-linux_x86_64.whl torch-${version}-cp310-cp310-linux_x86_64.whl"
+  "x86_64-darwin-37 $darwin_bucket/torch-${version}-cp37-none-macosx_10_9_x86_64.whl torch-${version}-cp37-none-macosx_10_9_x86_64.whl"
+  "x86_64-darwin-38 $darwin_bucket/torch-${version}-cp38-none-macosx_10_9_x86_64.whl torch-${version}-cp38-none-macosx_10_9_x86_64.whl"
+  "x86_64-darwin-39 $darwin_bucket/torch-${version}-cp39-none-macosx_10_9_x86_64.whl torch-${version}-cp39-none-macosx_10_9_x86_64.whl"
+  "x86_64-darwin-310 $darwin_bucket/torch-${version}-cp310-none-macosx_10_9_x86_64.whl torch-${version}-cp310-none-macosx_10_9_x86_64.whl"
+  "aarch64-darwin-38 $darwin_bucket/torch-${version}-cp38-none-macosx_11_0_arm64.whl torch-${version}-cp38-none-macosx_11_0_arm64.whl"
+  "aarch64-darwin-39 $darwin_bucket/torch-${version}-cp39-none-macosx_11_0_arm64.whl torch-${version}-cp39-none-macosx_11_0_arm64.whl"
+  "aarch64-darwin-310 $darwin_bucket/torch-${version}-cp310-none-macosx_11_0_arm64.whl torch-${version}-cp310-none-macosx_11_0_arm64.whl"
 )
 
 hashfile="binary-hashes-$version.nix"